Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	30000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.4 MiB
Average record size in memory	120.0 B

Variable types

Numeric	14
Categorical	1

Alerts

`Iabc` is highly overall correlated with `Vdc` and 1 other fields	High correlation
`Ipv` is highly overall correlated with `Vpv`	High correlation
`Vdc` is highly overall correlated with `Iabc`	High correlation
`Vpv` is highly overall correlated with `Iabc` and 1 other fields	High correlation
`ia` is highly overall correlated with `va`	High correlation
`ib` is highly overall correlated with `vb`	High correlation
`ic` is highly overall correlated with `vc`	High correlation
`va` is highly overall correlated with `ia`	High correlation
`vb` is highly overall correlated with `ib`	High correlation
`vc` is highly overall correlated with `ic`	High correlation
`Vabc` is highly skewed (γ1 = -21.58082596)	Skewed
`ib` has 566 (1.9%) zeros	Zeros

Reproduction

Analysis started	2024-04-16 09:19:31.176789
Analysis finished	2024-04-16 09:20:11.498954
Duration	40.32 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

Time
Real number (ℝ)

Distinct	29994
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6257812

Minimum	2.5307124 × 10^-5
Maximum	14.369075
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	2.5307124 × 10^-5
5-th percentile	0.67405621
Q1	3.2532569
median	6.5015752
Q3	9.8213283
95-th percentile	13.105432
Maximum	14.369075
Range	14.36905
Interquartile range (IQR)	6.5680714

Descriptive statistics

Standard deviation	3.9326047
Coefficient of variation (CV)	0.59353072
Kurtosis	-1.1111392
Mean	6.6257812
Median Absolute Deviation (MAD)	3.2838389
Skewness	0.11488697
Sum	198773.44
Variance	15.46538
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.731160137	2	< 0.1%
8.366301204	2	< 0.1%
8.413296504	2	< 0.1%
0.973140227	2	< 0.1%
1.876931222	2	< 0.1%
9.959349751	2	< 0.1%
3.54757434	1	< 0.1%
5.909089158	1	< 0.1%
13.01522336	1	< 0.1%
11.51322152	1	< 0.1%
Other values (29984)	29984	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.530712379 × 10^-5	1	< 0.1%
2.817800145 × 10^-5	1	< 0.1%
5.932365172 × 10^-5	1	< 0.1%
0.003358926861	1	< 0.1%
0.003422267982	1	< 0.1%
0.003428071319	1	< 0.1%
0.003440449229	1	< 0.1%
0.003537220386	1	< 0.1%
0.003537513632	1	< 0.1%
0.003540446092	1	< 0.1%

Value	Count	Frequency (%)
14.36907496	1	< 0.1%
14.36787499	1	< 0.1%
14.3673753	1	< 0.1%
14.36197576	1	< 0.1%
14.3609758	1	< 0.1%
14.35777619	1	< 0.1%
14.35487657	1	< 0.1%
14.35177667	1	< 0.1%
14.35157668	1	< 0.1%
14.3507767	1	< 0.1%

Ipv
Real number (ℝ)

HIGH CORRELATION

Distinct	1355
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7576519

Minimum	0.7180481
Maximum	3.0614014
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	0.7180481
5-th percentile	1.3424377
Q1	1.431366
median	1.5174561
Q3	2.23172
95-th percentile	2.5722961
Maximum	3.0614014
Range	2.3433533
Interquartile range (IQR)	0.800354

Descriptive statistics

Standard deviation	0.43488128
Coefficient of variation (CV)	0.24742173
Kurtosis	-1.0830675
Mean	1.7576519
Median Absolute Deviation (MAD)	0.12203979
Skewness	0.75871248
Sum	52729.557
Variance	0.18912172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.478668213	112	0.4%
1.471099854	105	0.4%
1.463531494	100	0.3%
1.425689697	99	0.3%
1.497589111	99	0.3%
1.493804932	99	0.3%
1.455963135	98	0.3%
1.459747314	98	0.3%
1.466369629	97	0.3%
1.482452393	97	0.3%
Other values (1345)	28996	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7180480957	1	< 0.1%
0.7199401855	1	< 0.1%
0.7218322754	1	< 0.1%
0.7369689941	1	< 0.1%
0.7644042969	1	< 0.1%
0.7890014648	1	< 0.1%
0.9034729004	1	< 0.1%
0.9252319336	1	< 0.1%
0.932800293	1	< 0.1%
0.9857788086	1	< 0.1%

Value	Count	Frequency (%)
3.061401367	1	< 0.1%
3.056671143	1	< 0.1%
3.053833008	1	< 0.1%
3.044372559	1	< 0.1%
3.043426514	1	< 0.1%
3.039642334	1	< 0.1%
3.034912109	1	< 0.1%
3.03112793	1	< 0.1%
3.024505615	1	< 0.1%
3.018829346	1	< 0.1%

Vpv
Real number (ℝ)

HIGH CORRELATION

Distinct	1673
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	91.976542

Minimum	1.1169434
Maximum	106.30493
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	1.1169434
5-th percentile	3.3444214
Q1	90.490723
median	101.20239
Q3	101.63574
95-th percentile	102.05109
Maximum	106.30493
Range	105.18799
Interquartile range (IQR)	11.14502

Descriptive statistics

Standard deviation	23.871453
Coefficient of variation (CV)	0.25953849
Kurtosis	9.4007122
Mean	91.976542
Median Absolute Deviation (MAD)	0.61035156
Skewness	-3.2790805
Sum	2759296.3
Variance	569.84625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101.4099121	144	0.5%
101.2634277	134	0.4%
101.2878418	128	0.4%
2.545166016	127	0.4%
101.5563965	126	0.4%
101.2817383	126	0.4%
101.776123	125	0.4%
101.348877	125	0.4%
101.8066406	125	0.4%
101.4587402	124	0.4%
Other values (1663)	28716	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.116943359	1	< 0.1%
1.708984375	1	< 0.1%
1.794433594	1	< 0.1%
1.824951172	1	< 0.1%
1.928710938	1	< 0.1%
1.947021484	1	< 0.1%
1.953125	1	< 0.1%
2.008056641	1	< 0.1%
2.026367188	1	< 0.1%
2.081298828	1	< 0.1%

Value	Count	Frequency (%)
106.3049316	1	< 0.1%
106.072998	1	< 0.1%
105.9387207	1	< 0.1%
105.9020996	1	< 0.1%
105.8654785	1	< 0.1%
105.847168	1	< 0.1%
105.2612305	1	< 0.1%
104.9621582	1	< 0.1%
104.5288086	2	< 0.1%
104.4067383	1	< 0.1%

Vdc
Real number (ℝ)

HIGH CORRELATION

Distinct	218
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137.07679

Minimum	0.5859375
Maximum	237.89062
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	0.5859375
5-th percentile	2.0507812
Q1	142.96875
median	143.84766
Q3	146.77734
95-th percentile	148.53516
Maximum	237.89062
Range	237.30469
Interquartile range (IQR)	3.8085938

Descriptive statistics

Standard deviation	37.592898
Coefficient of variation (CV)	0.274247
Kurtosis	8.5982022
Mean	137.07679
Median Absolute Deviation (MAD)	1.4648438
Skewness	-2.6804789
Sum	4112303.6
Variance	1413.226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143.5546875	2603	8.7%
143.8476562	2468	8.2%
143.2617188	2458	8.2%
144.140625	1921	6.4%
142.96875	1800	6.0%
144.4335938	1294	4.3%
1.171875	1154	3.8%
142.6757812	1112	3.7%
147.0703125	1023	3.4%
147.3632812	1021	3.4%
Other values (208)	13146	43.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5859375	1	< 0.1%
0.87890625	8	< 0.1%
1.171875	1154	3.8%
1.46484375	117	0.4%
1.7578125	178	0.6%
2.05078125	160	0.5%
2.34375	208	0.7%
2.63671875	38	0.1%
2.9296875	3	< 0.1%
3.22265625	6	< 0.1%

Value	Count	Frequency (%)
237.890625	1	< 0.1%
237.5976562	1	< 0.1%
237.3046875	3	< 0.1%
237.0117188	3	< 0.1%
236.71875	1	< 0.1%
236.4257812	4	< 0.1%
236.1328125	1	< 0.1%
235.8398438	3	< 0.1%
235.546875	7	< 0.1%
235.2539062	3	< 0.1%

ia
Real number (ℝ)

HIGH CORRELATION

Distinct	720
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.022878967

Minimum	-6.3588877
Maximum	11.271728
Zeros	0
Zeros (%)	0.0%
Negative	15169
Negative (%)	50.6%
Memory size	234.5 KiB

Quantile statistics

Minimum	-6.3588877
5-th percentile	-0.66552832
Q1	-0.3835459
median	-0.00085546875
Q3	0.33483789
95-th percentile	0.62353418
Maximum	11.271728
Range	17.630615
Interquartile range (IQR)	0.71838379

Descriptive statistics

Standard deviation	0.74701547
Coefficient of variation (CV)	-32.650751
Kurtosis	36.672088
Mean	-0.022878967
Median Absolute Deviation (MAD)	0.36254883
Skewness	-0.10904998
Sum	-686.36902
Variance	0.55803212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.005858398437	861	2.9%
0.01257226563	506	1.7%
-0.00085546875	355	1.2%
0.4422597656	295	1.0%
0.4355458984	278	0.9%
-0.4641123047	269	0.9%
0.4288320313	268	0.9%
-0.01428320312	266	0.9%
-0.4775400391	260	0.9%
0.4556875	249	0.8%
Other values (710)	26393	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.358887695	1	< 0.1%
-6.338746094	1	< 0.1%
-6.332032227	4	< 0.1%
-6.318604492	1	< 0.1%
-6.311890625	4	< 0.1%
-6.305176758	3	< 0.1%
-6.291749023	1	< 0.1%
-6.285035156	4	< 0.1%
-6.278321289	1	< 0.1%
-6.271607422	3	< 0.1%

Value	Count	Frequency (%)
11.27172754	1	< 0.1%
10.2780752	1	< 0.1%
7.908080078	1	< 0.1%
7.263548828	1	< 0.1%
7.149413086	1	< 0.1%
6.726439453	1	< 0.1%
6.713011719	1	< 0.1%
6.055052734	1	< 0.1%
6.048338867	2	< 0.1%
6.041625	3	< 0.1%

ib
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	710
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.025591695

Minimum	-7.2644043
Maximum	6.4385986
Zeros	566
Zeros (%)	1.9%
Negative	13205
Negative (%)	44.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	-7.2644043
5-th percentile	-0.63110352
Q1	-0.32897949
median	0.020141602
Q3	0.3692627
95-th percentile	0.66467285
Maximum	6.4385986
Range	13.703003
Interquartile range (IQR)	0.69824219

Descriptive statistics

Standard deviation	0.77052845
Coefficient of variation (CV)	30.108535
Kurtosis	35.458429
Mean	0.025591695
Median Absolute Deviation (MAD)	0.34912109
Skewness	0.088247696
Sum	767.75085
Variance	0.59371409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.006713867188	796	2.7%
0	566	1.9%
0.01342773438	335	1.1%
0.4833984375	324	1.1%
0.4632568359	295	1.0%
0.4766845703	291	1.0%
0.4699707031	265	0.9%
0.4565429688	257	0.9%
0.4901123047	251	0.8%
0.02014160156	249	0.8%
Other values (700)	26371	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.264404297	1	< 0.1%
-6.378173828	1	< 0.1%
-6.264038086	3	< 0.1%
-6.257324219	1	< 0.1%
-6.250610352	2	< 0.1%
-6.243896484	1	< 0.1%
-6.237182617	4	< 0.1%
-6.23046875	2	< 0.1%
-6.223754883	2	< 0.1%
-6.217041016	3	< 0.1%

Value	Count	Frequency (%)
6.438598633	3	< 0.1%
6.431884766	8	< 0.1%
6.425170898	4	< 0.1%
6.418457031	3	< 0.1%
6.411743164	3	< 0.1%
6.405029297	1	< 0.1%
6.39831543	5	< 0.1%
6.391601562	3	< 0.1%
6.384887695	3	< 0.1%
6.378173828	1	< 0.1%

ic
Real number (ℝ)

HIGH CORRELATION

Distinct	726
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.048809062

Minimum	-12.688359
Maximum	6.352168
Zeros	0
Zeros (%)	0.0%
Negative	16930
Negative (%)	56.4%
Memory size	234.5 KiB

Quantile statistics

Minimum	-12.688359
5-th percentile	-0.66382324
Q1	-0.34827148
median	-0.059575195
Q3	0.2895459
95-th percentile	0.58495605
Maximum	6.352168
Range	19.040527
Interquartile range (IQR)	0.63781738

Descriptive statistics

Standard deviation	0.74123904
Coefficient of variation (CV)	-15.186505
Kurtosis	40.948955
Mean	-0.048809062
Median Absolute Deviation (MAD)	0.30883789
Skewness	0.056012913
Sum	-1464.2719
Variance	0.54943532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3415576172	1731	5.8%
0.000849609375	806	2.7%
-0.005864257812	646	2.2%
-0.012578125	300	1.0%
-0.3482714844	273	0.9%
-0.4221240234	260	0.9%
0.4506787109	257	0.9%
-0.3952685547	246	0.8%
-0.33484375	245	0.8%
-0.4086962891	240	0.8%
Other values (716)	24996	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-12.68835937	1	< 0.1%
-12.66821777	1	< 0.1%
-6.236333008	1	< 0.1%
-6.216191406	3	< 0.1%
-6.209477539	3	< 0.1%
-6.202763672	1	< 0.1%
-6.196049805	3	< 0.1%
-6.189335938	1	< 0.1%
-6.18262207	2	< 0.1%
-6.175908203	3	< 0.1%

Value	Count	Frequency (%)
6.352167969	1	< 0.1%
6.345454102	3	< 0.1%
6.338740234	1	< 0.1%
6.332026367	2	< 0.1%
6.3253125	3	< 0.1%
6.318598633	2	< 0.1%
6.305170898	1	< 0.1%
6.298457031	3	< 0.1%
6.291743164	1	< 0.1%
6.285029297	2	< 0.1%

va
Real number (ℝ)

HIGH CORRELATION

Distinct	16389
Distinct (%)	54.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66328771

Minimum	-159.03427
Maximum	160.3241
Zeros	0
Zeros (%)	0.0%
Negative	14924
Negative (%)	49.7%
Memory size	234.5 KiB

Quantile statistics

Minimum	-159.03427
5-th percentile	-152.28378
Q1	-109.2675
median	1.0909271
Q3	110.45486
95-th percentile	153.98346
Maximum	160.3241
Range	319.35837
Interquartile range (IQR)	219.72237

Descriptive statistics

Standard deviation	109.92255
Coefficient of variation (CV)	165.72378
Kurtosis	-1.5028444
Mean	0.66328771
Median Absolute Deviation (MAD)	109.81598
Skewness	0.0010671501
Sum	19898.631
Variance	12082.966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-154.7669983	17	0.1%
-154.5982361	15	0.1%
-154.4535828	13	< 0.1%
-152.6815796	13	< 0.1%
-154.6464539	13	< 0.1%
154.3450928	12	< 0.1%
-151.8016052	12	< 0.1%
-154.513855	11	< 0.1%
-153.8508606	11	< 0.1%
-152.5730896	11	< 0.1%
Other values (16379)	29872	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-159.0342712	1	< 0.1%
-158.757019	1	< 0.1%
-158.6123657	1	< 0.1%
-158.1181335	1	< 0.1%
-157.8167725	1	< 0.1%
-157.1658325	1	< 0.1%
-156.7318726	1	< 0.1%
-156.6716003	1	< 0.1%
-156.5510559	2	< 0.1%
-156.5148926	1	< 0.1%

Value	Count	Frequency (%)
160.3240967	1	< 0.1%
159.9986267	1	< 0.1%
159.5646667	1	< 0.1%
159.3235779	1	< 0.1%
159.0342712	1	< 0.1%
158.9498901	1	< 0.1%
158.9378357	1	< 0.1%
158.8534546	1	< 0.1%
158.8052368	1	< 0.1%
158.7931824	1	< 0.1%

vb
Real number (ℝ)

HIGH CORRELATION

Distinct	16399
Distinct (%)	54.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.025666

Minimum	-159.21509
Maximum	159.64905
Zeros	1
Zeros (%)	< 0.1%
Negative	14919
Negative (%)	49.7%
Memory size	234.5 KiB

Quantile statistics

Minimum	-159.21509
5-th percentile	-152.30789
Q1	-108.936
median	1.4585876
Q3	111.26854
95-th percentile	153.97141
Maximum	159.64905
Range	318.86414
Interquartile range (IQR)	220.20454

Descriptive statistics

Standard deviation	109.95615
Coefficient of variation (CV)	107.20464
Kurtosis	-1.502283
Mean	1.025666
Median Absolute Deviation (MAD)	110.13542
Skewness	-0.0040707168
Sum	30769.979
Variance	12090.354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-152.1511841	14	< 0.1%
154.5620728	14	< 0.1%
154.5259094	13	< 0.1%
155.140686	12	< 0.1%
-152.8382874	12	< 0.1%
-155.0442505	12	< 0.1%
-151.741333	12	< 0.1%
-155.1045227	12	< 0.1%
154.6343994	12	< 0.1%
-152.6454163	12	< 0.1%
Other values (16389)	29875	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-159.2150879	1	< 0.1%
-157.6118469	1	< 0.1%
-157.4069214	1	< 0.1%
-157.069397	1	< 0.1%
-156.6716003	1	< 0.1%
-156.5390015	1	< 0.1%
-156.4425659	1	< 0.1%
-156.418457	1	< 0.1%
-156.3702393	1	< 0.1%
-156.2376404	1	< 0.1%

Value	Count	Frequency (%)
159.6490479	1	< 0.1%
158.9498901	1	< 0.1%
158.9378357	1	< 0.1%
158.865509	1	< 0.1%
158.7811279	1	< 0.1%
158.7449646	1	< 0.1%
158.7088013	1	< 0.1%
158.6846924	1	< 0.1%
158.6726379	1	< 0.1%
158.6605835	3	< 0.1%

vc
Real number (ℝ)

HIGH CORRELATION

Distinct	29634
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.74701479

Minimum	-157.75248
Maximum	159.20705
Zeros	0
Zeros (%)	0.0%
Negative	14960
Negative (%)	49.9%
Memory size	234.5 KiB

Quantile statistics

Minimum	-157.75248
5-th percentile	-152.39629
Q1	-108.16452
median	0.64290365
Q3	109.84913
95-th percentile	153.9917
Maximum	159.20705
Range	316.95953
Interquartile range (IQR)	218.01365

Descriptive statistics

Standard deviation	109.49546
Coefficient of variation (CV)	146.57737
Kurtosis	-1.4935522
Mean	0.74701479
Median Absolute Deviation (MAD)	109.00833
Skewness	-0.00027159472
Sum	22410.444
Variance	11989.256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
154.1843669	4	< 0.1%
156.0487874	4	< 0.1%
-152.5168355	3	< 0.1%
151.87795	3	< 0.1%
-155.1889038	3	< 0.1%
149.402771	3	< 0.1%
154.6424357	3	< 0.1%
154.3008931	3	< 0.1%
-154.0035502	3	< 0.1%
154.8875427	3	< 0.1%
Other values (29624)	29968	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-157.7524821	1	< 0.1%
-157.4913025	1	< 0.1%
-156.9327799	1	< 0.1%
-156.7358907	1	< 0.1%
-156.418457	1	< 0.1%
-156.3541667	1	< 0.1%
-156.3220215	1	< 0.1%
-156.2376404	1	< 0.1%
-156.2376404	1	< 0.1%
-156.2135315	1	< 0.1%

Value	Count	Frequency (%)
159.2070516	1	< 0.1%
158.9539083	1	< 0.1%
158.9056905	1	< 0.1%
158.8896179	1	< 0.1%
158.8614909	1	< 0.1%
158.8574727	1	< 0.1%
158.8213094	1	< 0.1%
158.7610372	1	< 0.1%
158.7168376	1	< 0.1%
158.6927287	1	< 0.1%

Iabc
Real number (ℝ)

HIGH CORRELATION

Distinct	28777
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.61874144

Minimum	1.222568 × 10^-6
Maximum	6.4608233
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	1.222568 × 10^-6
5-th percentile	0.011942301
Q1	0.45127648
median	0.48464799
Q3	0.66913557
95-th percentile	0.73440552
Maximum	6.4608233
Range	6.4608221
Interquartile range (IQR)	0.21785909

Descriptive statistics

Standard deviation	0.84731267
Coefficient of variation (CV)	1.3694132
Kurtosis	37.765892
Mean	0.61874144
Median Absolute Deviation (MAD)	0.043505312
Skewness	6.1451558
Sum	18562.243
Variance	0.71793876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	59	0.2%
0.7075967432	3	< 0.1%
0.4801161501	3	< 0.1%
0.4572523799	3	< 0.1%
0.00137072389	3	< 0.1%
0.7083539293	3	< 0.1%
0.4272305419	3	< 0.1%
0.4432013615	3	< 0.1%
0.2638716339	3	< 0.1%
0.5165253137	3	< 0.1%
Other values (28767)	29914	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.222567992 × 10^-6	1	< 0.1%
1.620265844 × 10^-6	1	< 0.1%
2.316937515 × 10^-6	1	< 0.1%
2.808569414 × 10^-6	1	< 0.1%
4.76614446 × 10^-6	1	< 0.1%
5.358318379 × 10^-6	1	< 0.1%
8.414953649 × 10^-6	1	< 0.1%
8.807365088 × 10^-6	1	< 0.1%
9.134132889 × 10^-6	1	< 0.1%
1.133165529 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
6.460823276	1	< 0.1%
6.460483635	1	< 0.1%
6.44365826	1	< 0.1%
6.418020237	1	< 0.1%
6.399898679	1	< 0.1%
6.384560663	1	< 0.1%
6.354807873	1	< 0.1%
6.273475091	1	< 0.1%
6.267955563	1	< 0.1%
6.256444267	1	< 0.1%

If_
Real number (ℝ)

Distinct	28767
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.341476

Minimum	-0.022218704
Maximum	51.337426
Zeros	0
Zeros (%)	0.0%
Negative	6
Negative (%)	< 0.1%
Memory size	234.5 KiB

Quantile statistics

Minimum	-0.022218704
5-th percentile	48.632661
Q1	49.905288
median	50.0051
Q3	50.113791
95-th percentile	50.53935
Maximum	51.337426
Range	51.359645
Interquartile range (IQR)	0.20850306

Descriptive statistics

Standard deviation	4.9711429
Coefficient of variation (CV)	0.10074978
Kurtosis	71.371379
Mean	49.341476
Median Absolute Deviation (MAD)	0.10435556
Skewness	-8.3284054
Sum	1480244.3
Variance	24.712262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	62	0.2%
49.9145329	3	< 0.1%
49.92754161	3	< 0.1%
50.04896798	3	< 0.1%
50.38689055	3	< 0.1%
49.94394714	3	< 0.1%
50.42858687	3	< 0.1%
50.0773956	3	< 0.1%
49.96205142	3	< 0.1%
50.13825823	3	< 0.1%
Other values (28757)	29911	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0222187038	1	< 0.1%
-0.01786698664	1	< 0.1%
-0.01747776866	1	< 0.1%
-0.005012716396	1	< 0.1%
-0.003130698867	1	< 0.1%
-0.002390377081	1	< 0.1%
0.005869051886	1	< 0.1%
0.01100721659	1	< 0.1%
0.01482723234	1	< 0.1%
0.01652575225	1	< 0.1%

Value	Count	Frequency (%)
51.33742635	1	< 0.1%
51.33545458	1	< 0.1%
51.33007357	1	< 0.1%
51.3183812	1	< 0.1%
51.30815628	1	< 0.1%
51.29948733	1	< 0.1%
51.29692022	1	< 0.1%
51.29401749	1	< 0.1%
51.283629	1	< 0.1%
51.28139456	1	< 0.1%

Vabc
Real number (ℝ)

SKEWED

Distinct	28777
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	154.88709

Minimum	1
Maximum	156.26828
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	1
5-th percentile	154.78801
Q1	154.97941
median	155.24697
Q3	155.44642
95-th percentile	155.71433
Maximum	156.26828
Range	155.26828
Interquartile range (IQR)	0.46701317

Descriptive statistics

Standard deviation	6.9538026
Coefficient of variation (CV)	0.044895947
Kurtosis	471.3494
Mean	154.88709
Median Absolute Deviation (MAD)	0.23192118
Skewness	-21.580826
Sum	4646612.7
Variance	48.35537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	59	0.2%
155.4635622	3	< 0.1%
155.5219852	3	< 0.1%
155.667414	3	< 0.1%
155.3071664	3	< 0.1%
155.0598984	3	< 0.1%
154.5882033	3	< 0.1%
155.3751938	3	< 0.1%
155.2482909	3	< 0.1%
155.0053613	3	< 0.1%
Other values (28767)	29914	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	59	0.2%
69.60377345	1	< 0.1%
72.23811249	1	< 0.1%
80.11885473	1	< 0.1%
95.03876285	1	< 0.1%
97.54459705	1	< 0.1%
105.3740581	1	< 0.1%
110.6101513	1	< 0.1%
113.7889051	1	< 0.1%
115.7653297	1	< 0.1%

Value	Count	Frequency (%)
156.2682826	1	< 0.1%
156.2535008	1	< 0.1%
156.2346373	1	< 0.1%
156.2272736	1	< 0.1%
156.2046285	1	< 0.1%
156.203587	1	< 0.1%
156.1978685	1	< 0.1%
156.1907714	1	< 0.1%
156.1901175	1	< 0.1%
156.1845283	1	< 0.1%

Vf
Real number (ℝ)

Distinct	28768
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.999756

Minimum	49.492334
Maximum	50.461928
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	234.5 KiB

Quantile statistics

Minimum	49.492334
5-th percentile	49.977433
Q1	49.995819
median	50.000088
Q3	50.004349
95-th percentile	50.021654
Maximum	50.461928
Range	0.96959398
Interquartile range (IQR)	0.0085305621

Descriptive statistics

Standard deviation	0.023231527
Coefficient of variation (CV)	0.00046463281
Kurtosis	101.64506
Mean	49.999756
Median Absolute Deviation (MAD)	0.0042665705
Skewness	-2.603007
Sum	1499992.7
Variance	0.00053970386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	62	0.2%
50.00442031	3	< 0.1%
50.01674236	3	< 0.1%
50.00050257	3	< 0.1%
49.99595793	3	< 0.1%
50.00263316	3	< 0.1%
50.00887356	3	< 0.1%
50.00075612	3	< 0.1%
50.00339564	3	< 0.1%
50.00014173	3	< 0.1%
Other values (28758)	29911	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49.49233366	1	< 0.1%
49.50624882	1	< 0.1%
49.57328169	1	< 0.1%
49.57328488	1	< 0.1%
49.57370432	1	< 0.1%
49.57455255	1	< 0.1%
49.57964316	1	< 0.1%
49.6033658	1	< 0.1%
49.60676045	1	< 0.1%
49.61083949	1	< 0.1%

Value	Count	Frequency (%)
50.46192764	1	< 0.1%
50.46065026	1	< 0.1%
50.41673832	1	< 0.1%
50.41369863	1	< 0.1%
50.35210239	1	< 0.1%
50.34832909	1	< 0.1%
50.34519885	1	< 0.1%
50.33956904	1	< 0.1%
50.31119827	1	< 0.1%
50.31109796	1	< 0.1%

Defective_Non_Defective
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	234.5 KiB

1	20000
0	10000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	30000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	20000	66.7%
0	10000	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	20000	66.7%
0	10000	33.3%

Most occurring characters

Value	Count	Frequency (%)
1	20000	66.7%
0	10000	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	30000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	20000	66.7%
0	10000	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	30000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	20000	66.7%
0	10000	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	20000	66.7%
0	10000	33.3%

Auto

Heatmap
Table

	Defective_Non_Defective	Iabc	If_	Ipv	Time	Vabc	Vdc	Vf	Vpv	ia	ib	ic	va	vb	vc
Defective_Non_Defective	1.000	-0.408	-0.004	-0.253	-0.088	0.139	-0.136	0.005	0.281	-0.025	0.047	-0.026	-0.000	0.001	0.004
Iabc	-0.408	1.000	0.050	0.456	-0.232	0.074	0.563	0.032	-0.531	0.031	-0.020	0.063	0.007	0.007	-0.007
If_	-0.004	0.050	1.000	-0.119	-0.091	-0.070	0.020	0.063	0.132	-0.009	0.008	-0.050	-0.008	-0.003	0.014
Ipv	-0.253	0.456	-0.119	1.000	0.077	-0.157	0.270	-0.013	-0.841	0.012	-0.042	0.060	0.002	-0.002	-0.012
Time	-0.088	-0.232	-0.091	0.077	1.000	0.008	-0.367	0.000	-0.082	-0.012	0.004	-0.095	-0.010	0.002	0.005
Vabc	0.139	0.074	-0.070	-0.157	0.008	1.000	0.052	0.085	-0.046	-0.011	-0.007	-0.009	0.012	0.020	0.003
Vdc	-0.136	0.563	0.020	0.270	-0.367	0.052	1.000	0.004	-0.290	0.010	0.044	0.037	0.039	-0.039	0.008
Vf	0.005	0.032	0.063	-0.013	0.000	0.085	0.004	1.000	-0.010	-0.003	0.019	-0.018	0.005	-0.018	0.016
Vpv	0.281	-0.531	0.132	-0.841	-0.082	-0.046	-0.290	-0.010	1.000	-0.006	0.044	-0.064	-0.009	0.001	0.003
ia	-0.025	0.031	-0.009	0.012	-0.012	-0.011	0.010	-0.003	-0.006	1.000	-0.485	-0.443	-0.880	0.472	0.414
ib	0.047	-0.020	0.008	-0.042	0.004	-0.007	0.044	0.019	0.044	-0.485	1.000	-0.444	0.434	-0.876	0.456
ic	-0.026	0.063	-0.050	0.060	-0.095	-0.009	0.037	-0.018	-0.064	-0.443	-0.444	1.000	0.452	0.374	-0.835
va	-0.000	0.007	-0.008	0.002	-0.010	0.012	0.039	0.005	-0.009	-0.880	0.434	0.452	1.000	-0.492	-0.472
vb	0.001	0.007	-0.003	-0.002	0.002	0.020	-0.039	-0.018	0.001	0.472	-0.876	0.374	-0.492	1.000	-0.480
vc	0.004	-0.007	0.014	-0.012	0.005	0.003	0.008	0.016	0.003	0.414	0.456	-0.835	-0.472	-0.480	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time	Ipv	Vpv	Vdc	ia	ib	ic	va	vb	vc	Iabc	If_	Vabc	Vf	Defective_Non_Defective
0	8.491664	1.544891	101.300049	142.968750	0.381835	-0.490112	0.094844	-110.466919	150.391235	-39.679209	0.465142	50.185838	154.751450	49.995163	0
1	2.946039	2.320648	90.728760	146.777344	0.039428	0.584106	-0.670537	-5.605316	-130.718384	136.930440	0.669008	49.907602	154.872942	50.001987	0
2	6.059431	1.536377	101.623535	142.968750	0.301269	0.134277	-0.381841	-113.673401	-30.859375	147.361552	0.447712	49.934645	154.892021	50.008262	1
3	0.762262	2.373627	88.256836	147.363281	0.240844	0.429688	-0.636968	-69.505920	-84.935608	154.325002	0.690778	50.330598	154.803659	49.993744	1
4	0.601378	2.286591	88.409424	147.656250	0.475829	0.187988	-0.663823	-106.067047	-46.361389	150.969849	0.699244	49.948302	155.071592	50.004186	1
5	9.595923	1.472046	100.793457	142.382812	-0.470826	0.684814	-0.173711	125.643463	-142.495575	19.584452	0.490911	49.872905	154.863442	49.997382	1
6	5.993681	1.340546	102.197266	143.554688	-0.067994	0.429688	-0.328130	36.175385	-147.040100	115.304769	0.440788	49.932418	155.307093	49.997370	1
7	13.201905	2.585541	2.593994	1.171875	0.005858	0.000000	0.000850	-83.260040	-68.842926	155.916189	0.003177	47.556789	155.315506	50.001157	1
8	6.297184	1.481506	101.342773	142.968750	0.314696	0.167847	-0.475835	-89.456024	-63.755951	154.152222	0.493001	49.984356	154.857806	50.001301	0
9	2.352398	2.253479	90.222168	147.949219	-0.699098	0.073853	0.511104	146.292725	-22.095795	-120.395762	0.723717	50.021015	155.635046	50.000995	0

	Time	Ipv	Vpv	Vdc	ia	ib	ic	va	vb	vc	Iabc	If_	Vabc	Vf	Defective_Non_Defective
29990	11.061833	2.202393	91.668701	147.070312	0.677245	-0.255127	-0.462407	-151.367645	51.484528	104.146372	0.726988	50.072381	155.283880	50.005504	0
29991	5.040675	1.529755	101.342773	144.433594	0.153563	0.322266	-0.455693	-40.153351	-107.742615	151.227010	0.436780	50.466100	155.106809	49.957247	1
29992	4.602564	2.378357	87.988281	148.535156	0.234130	0.456543	-0.670537	-52.509155	-94.759979	156.313985	0.745007	49.993563	155.627867	49.998004	1
29993	6.933230	2.283752	88.293457	147.363281	-0.155274	-0.530396	0.658809	23.457947	119.736786	-145.605621	0.711665	49.795424	155.079504	50.006834	1
29994	4.932473	1.385010	101.800537	143.847656	0.079711	-0.469971	0.403682	-44.842529	151.464081	-106.155446	0.463421	49.793551	155.272823	50.003674	1
29995	3.035314	2.273346	87.188721	147.070312	0.348266	-0.671387	0.316401	-74.110718	153.971405	-81.544291	0.663070	50.216318	154.996440	50.011969	1
29996	0.394598	1.448395	101.373291	144.140625	0.435546	-0.476685	0.047847	-110.768280	149.909058	-40.374349	0.509297	50.163328	155.168063	50.008520	1
29997	2.888644	2.317810	90.399170	147.070312	-0.464112	0.691528	-0.247563	109.466400	-150.535889	41.877136	0.691658	49.856226	154.988095	50.008975	0
29998	0.945134	1.495697	100.988770	144.140625	-0.517823	0.127563	0.363398	148.088837	-34.873505	-113.597056	0.501731	50.058510	154.936311	49.999278	0
29999	3.122505	2.557159	87.957764	147.656250	0.247558	0.422974	-0.636968	-57.318878	-93.783569	154.120076	0.671411	49.954470	155.226651	49.977158	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample